{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 把图像作为像素网格\n",
    "\n",
    "### 导入资源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.image as mpimg  # for reading in images\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2  # computer vision library\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入并显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: (427, 640, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f511e0718d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in the image\n",
    "image = mpimg.imread('waymo_car.jpg')\n",
    "\n",
    "# Print out the image dimensions\n",
    "print('Image dimensions:', image.shape)\n",
    "\n",
    "# Change from color to grayscale\n",
    "gray_image = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "plt.imshow(gray_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "159\n"
     ]
    }
   ],
   "source": [
    "# Print specific grayscale pixel values\n",
    "# What is the pixel value at x = 400 and y = 300 (on the body of the car)?\n",
    "\n",
    "x = 400\n",
    "y = 300\n",
    "\n",
    "print(gray_image[y,x])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max:  255\n",
      "Min:  2\n"
     ]
    }
   ],
   "source": [
    "#Find the maximum and minimum grayscale values in this image\n",
    "\n",
    "max_val = np.amax(gray_image)\n",
    "min_val = np.amin(gray_image)\n",
    "\n",
    "print('Max: ', max_val)\n",
    "print('Min: ', min_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f511c590ba8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAECCAYAAADesWqHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAACfJJREFUeJzt3dGLlXUex/HPx6NS6cKAGxiOrF1UrkSrMUjgnXRhKdVlQV0Fc7OBQRF26T8Q3XQzVMxGUQR1EdEikkoErTWWWToFFq1JgbuGlUiJ43cv5lxYuXOeJ87v/M7T9/2CgTn68PBB5j3POWeOZxwRApDLstoDAIwe4QMJET6QEOEDCRE+kBDhAwl1InzbO2x/bvuk7T219wxi+3nbZ2x/WntLU7bX2z5oe972cdu7a29aiu1rbL9v++P+3r21NzVlu2f7I9tv1tow9uHb7kl6RtJdkjZJesD2prqrBpqVtKP2iJYuSXosIv4q6Q5Jfx/zf+efJW2PiL9J2ixph+07Km9qarek+ZoDxj58SVslnYyILyPioqRXJN1bedOSIuIdSd/V3tFGRHwbER/2P/9Ri1+Y6+qu+v9i0fn+zRX9j7F/NZrtSUk7JT1bc0cXwl8n6esrbp/WGH9B/hHY3iBpi6TDdZcsrX+X+aikM5L2R8RY7+17WtITki7XHNGF8H2VPxv77+xdZXu1pNckPRoRP9Tes5SIWIiIzZImJW21fWvtTUuxvUvSmYg4UntLF8I/LWn9FbcnJX1Tacsfmu0VWoz+pYh4vfaepiLinKRDGv/nVbZJusf2V1p8yLrd9os1hnQh/A8k3WT7RtsrJd0v6Y3Km/5wbFvSc5LmI+Kp2nsGsX297Yn+59dKulPSZ3VXLS0inoyIyYjYoMWv4wMR8WCNLWMffkRckvSIpH1afMLp1Yg4XnfV0my/LOk9SbfYPm374dqbGtgm6SEtXoWO9j/urj1qCTdIOmj7mBYvDvsjotqPx7rG/LdcIJ+xv+IDGD7CBxIifCAhwgcSInwgoU6Fb3u69oa2ura5a3ul7m0eh72dCl9S9X+w36Frm7u2V+re5up7uxY+gCEo8gIe2517VdDy5cuLnPfy5ctatmz4319LnFOSFhYW1Ov1ipx77dq1Rc57/vx5rV69usi5L168OPRzXrhwQdddd93QzytJ33//vS5cuHC1/9j2C2W+2jtoYmKi9oRWSn3hlLRnz9i/edJvnDp1qvaEVmZnZxsdx119ICHCBxIifCAhwgcSInwgIcIHEiJ8ICHCBxIifCAhwgcSInwgIcIHEiJ8ICHCBxIifCAhwgcSInwgoUbh295h+3PbJ213721UAPzCwPBt9yQ9I+kuSZskPWB7U+lhAMppcsXfKulkRHwZERclvSLp3rKzAJTUJPx1kr6+4vbp/p/9gu1p23O254Y1DkAZTd5l92pv1fubt8+OiBlJM1I3314byKTJFf+0pPVX3J6U9E2ZOQBGoUn4H0i6yfaNtldKul/SG2VnAShp4F39iLhk+xFJ+yT1JD0fEceLLwNQTKPfpBMRb0l6q/AWACPCK/eAhAgfSIjwgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0io0RtxtLVx40bNzs6WODX6br/99toTWtu1a1ftCa29/fbbtSe0srCw0Og4rvhAQoQPJET4QEKEDyRE+EBChA8kRPhAQoQPJET4QEKEDyRE+EBChA8kRPhAQoQPJET4QEKEDyRE+EBChA8kNDB828/bPmP701EMAlBekyv+rKQdhXcAGKGB4UfEO5K+G8EWACPCY3wgoaGFb3va9pztuXPnzg3rtAAKGFr4ETETEVMRMTUxMTGs0wIogLv6QEJNfpz3sqT3JN1i+7Tth8vPAlDSwF+hFREPjGIIgNHhrj6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRE+kBDhAwkRPpCQI2LoJ121alVs3Lhx6Octae/evbUntPLCCy/UntDaJ598UntCa1u2bKk9oZV9+/bp7NmzHnQcV3wgIcIHEiJ8ICHCBxIifCAhwgcSInwgIcIHEiJ8ICHCBxIifCAhwgcSInwgIcIHEiJ8ICHCBxIifCAhwgcSGhi+7fW2D9qet33c9u5RDANQzvIGx1yS9FhEfGj7T5KO2N4fEScKbwNQyMArfkR8GxEf9j//UdK8pHWlhwEop9VjfNsbJG2RdLjEGACj0eSuviTJ9mpJr0l6NCJ+uMrfT0ualqSVK1cObSCA4Wt0xbe9QovRvxQRr1/tmIiYiYipiJhavrzx9xMAFTR5Vt+SnpM0HxFPlZ8EoLQmV/xtkh6StN320f7H3YV3ASho4H3yiHhX0sBfyQOgO3jlHpAQ4QMJET6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRV5c7ybb75ZBw4cKHHqYh5//PHaE1r54osvak9obX5+vvaE1latWlV7Qis//fRTo+O44gMJET6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRE+kBDhAwkRPpAQ4QMJET6QEOEDCRE+kBDhAwkRPpDQwPBtX2P7fdsf2z5ue+8ohgEop8l77v0saXtEnLe9QtK7tv8ZEf8qvA1AIQPDj4iQdL5/c0X/I0qOAlBWo8f4tnu2j0o6I2l/RBwuOwtASY3Cj4iFiNgsaVLSVtu3/voY29O252zPnT17dtg7AQxRq2f1I+KcpEOSdlzl72YiYioiptasWTOkeQBKaPKs/vW2J/qfXyvpTkmflR4GoJwmz+rfIOkftnta/EbxakS8WXYWgJKaPKt/TNKWEWwBMCK8cg9IiPCBhAgfSIjwgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0ioyVtvtXbixAnddtttJU5dzKlTp2pPaGXnzp21J7R28ODB2hNaO3bsWO0Jrdx3332NjuOKDyRE+EBChA8kRPhAQoQPJET4QEKEDyRE+EBChA8kRPhAQoQPJET4QEKEDyRE+EBChA8kRPhAQoQPJET4QEKNw7fds/2R7TdLDgJQXpsr/m5J86WGABidRuHbnpS0U9KzZecAGIWmV/ynJT0h6XLBLQBGZGD4tndJOhMRRwYcN217zvbcwsLC0AYCGL4mV/xtku6x/ZWkVyRtt/3irw+KiJmImIqIqV6vN+SZAIZpYPgR8WRETEbEBkn3SzoQEQ8WXwagGH6ODyTU6ldoRcQhSYeKLAEwMlzxgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0iI8IGECB9IiPCBhAgfSIjwgYQIH0iI8IGECB9IiPCBhBwRwz+p/R9J/x76iaU/S/pvgfOW1LXNXdsrdW9zyb1/iYjrBx1UJPxSbM9FxFTtHW10bXPX9krd2zwOe7mrDyRE+EBCXQt/pvaA36Frm7u2V+re5up7O/UYH8BwdO2KD2AICB9IiPCBhAgfSIjwgYT+B6qbFCSr3ToVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a 5x5 image using just grayscale, numerical values\n",
    "tiny_image = np.array([[0, 20, 30, 150, 120],\n",
    "                      [200, 200, 250, 70, 3],\n",
    "                      [50, 180, 85, 40, 90],\n",
    "                      [240, 100, 50, 255, 10],\n",
    "                      [30, 0, 75, 190, 220]])\n",
    "\n",
    "# To show the pixel grid, use matshow\n",
    "plt.matshow(tiny_image, cmap='gray')\n",
    "\n",
    "## TODO: See if you can draw a tiny smiley face or something else!"
   ]
  }
 ],
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